{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.read_excel('./体测分数_男生.xls')\n",
    "df2 = pd.read_excel('./体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "及格     380\n",
       "不及格     68\n",
       "极差      29\n",
       "Name: 男1000米跑分数, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '     男1000米跑分数     ')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5vXMGx2jErasfNcYUBTPtJ+HWet8X+K219tGgLnAt+taO809r7eFNY+jNTMVN3OwwY8zA4Py1wA/a2GwKbigh1ZljB97ALQq1TfDvU3HLPU/E/a7/w1p7f3BN/Odxb7w26i0JJiD+BDdX4Xlr7SddqEOkQxT00iOCyUfX47qJZzddT9+G/YKPHZrpvKWstfNwy+eCG1/eZKJbMI68W/Dpo7m0fyvbbodbarUG2Nda29o16E0rzm30fz4Ymz4e97NqMhk3V+J9Y8zCYFLlYW2cuz8uyH6Cuy3tZcDFwFbW2h9YaxcG58nglrcd395racX+uMlqnZHAdZnHmy3E09Ks4GOnFtcBt4ywtfY31top1tpvWWsftdZWBUNQRwNNCwWNxV06enUblwt+Jfi4m3ErB4r0DJsDC+7rEb4H7iYn6++e1s52fXFLpmaB4Vt4zg7fnAT3R7Zp+3/R7FaquEuz3m729QNzbf9m2x6MW0HvNmBgO9vNCY41uJ1tPotbevVD3BK09+Fup3saze50h7vX/K24Vm1DcNx3caEWaef4KeDkTv5M/w0s6MT2nw3quXkz2z0TbNepejpw/u8Fv8934W41vBYY0cp2FwXbHYN7g7Qa2K87a9FDj6aH9wL0CN8D16qzwLUd2LbpTm6vd8N5OxP0EeD5Zvu8ihs3/RXu+uqm5+/Oxf2DY5yJWxWv3du54i5jywTH69MN3+dxwRsBi5tdfg5Q3IH9bsN1bW9yb/Y2tt8XN/5vcQvibG77PYNgfR7o2+z5ohbb7RIcMwOM7oHf/x1xlx1a3KTIaPNacJNTPwCmBc8djnuju25zP0s99OjKw3sBeoTnEYTXVcEfuL+39scfN1Z5E26y1ClsuIXnD7vh/B0O+mD7UbjJZLaNx5vA0FzcH7f2wNeBsg68zu2D4zV048+6CHet+shO7LMXrgfgddws++1xN5IxuLH7Ebjx+FNwvRyNzb4XJ23m2AfhWsUPAP1bfO1s3ByR6bgx8TeDYyZ74P/AEFxL3uLG7y1uZcJdgnP/G/gl0K/Ffhc2e603AhO7uzY9CvfhvQA9wvHAdTc/gBuv/UY72w3EtV6bB9qnLf/w9WLdZbhlSRc3q6cC12W92Xu0+96/g69xcHDceTnwe3IE7q5tbb25afl4HThlM8f8Kq41fDGtv7kswV361/y4GWCvbnxdJbiJp8uD/wOnB89/E9da/wdu8l6rQxvB/s3f9NUD1+Hu0Oj1Z6ZH/j+MtRaRLRFcu30Jbr3vq+zGl3W1tv0OuDHdIlxr5zhr7fM9Xmj7NUVwS6EWA3NtJ++O53v/Dhz/VWCFtfao7jxuF2spxU1am4Fr1Y/A/S6sxb3JWYS7Bv1p2+Ka+laOdS7ubn2X23ZuaBMsUnNls6d+aq39/Ra8jKbjDsdd/vc93LXzfweutNZWNtvme7j5J+WbOdYY3M1vjmDDugdVwIO4JXa1Fr50iYJetlgw6/sT24mVvYwx1+G6bX9srW3rrmzSTYwxp+Mm612xuW3DyBizC67Lfg3ud26TlfW6cMzhuN6EZbg5Jm3e+KYLxy4F0p35PyXSFgW9iBQEY8zuuJvabPbOeCJhoqAXEREJMS2YIyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRAr9l2AiHRNNJ7sCwwHhgWPpn8Pxv3fjgQP0+LfFmhs49EAVADLg8eyVCJW01uvSUS6n7HW+q5BRIBoPGmA8cBkYGtccDeFd2uB3qeXSqsBVrAh/Je38nnTc0tSiViml+oSkQ5Q0Iv0smg8OQgX5pOBHZr9e3ugn8fSukM98CHwbovHR6lErNFnYSKFSkEv0gOi8WQE2I5Nw3wyMNpjab40Ah8D77DxG4APUolYg8/CRMJOQS/SDaLxZD9gX+AA4MDg34O8FpUfMsBcXOi/CjwJvJRKxOq9ViUSIgp6kS6IxpNj2RDqBwC7ocmt3aUOeAEX+k8CL6QSsVq/JYnkLwW9yGYEk+Sm4QK9Kdy38VpUYWkAXmZD8D+bSsTW+S1JJH8o6EVaEY0no8BngFnA/sBQrwVJc2k2dPM/CTyTSsTW+i1JJHcp6EVYP3luOnAcLuB38luRdEIGeB64E7gzlYh96rkekZyioJeCFY0ny4Ajgc8BMWCU34qkm7zJhtB/y3cxIr4p6KWgROPJPsBRwBdxLfeBfiuSHjYX+C9wWyoRe813MSI+KOgl9IKlYo/GhfuxwAC/FYknHwC3AbekErH3fRcj0lsU9BJa0XhyF+DbwFfQNe2ysTeBW3ChP993MSI9SUEvoRJ0zX8ZF/D7eS5Hcl8WeAC4EngolYjpD6KEjoJeQiEaT+4IfAc4DV0KJ13zEfAX4NpUIlbhuRaRbqOgl7wVjSdLgS/gWu8zPJcj4VED3ARcqVn7EgYKesk70XhyEi7cTwdG+q1GQu4ZXLf+Hbr7nuQrBb3khWBBm88CZwKHAcZvRVJglgBXA39LJWJLfBcj0hkKeslpQcB/ETgPt968iE+NuMV4Lk8lYs/6LkakIxT0kpOCgP8SLuCnei5HpDWPAeemErHnfRci0h4FveQUBbzkoftxgf+670JEWqOgl5wQBPyXcQE/xXM5Ip1lcV36v0olYu/4LkakOQW9eKWAl5DJArcC5alE7CPfxYiAgl48CQL+ROBcFPASPhngBuD8VCI2z3cxUtgU9NLrovHkCcAFwI6+axHpYQ3AP4DfpBKxxb6LkcKkoJdeE40nJ+MWHzncdy0ivawOt7zu71KJ2ErfxUhhUdBLj4vGk/1xY/A/AEo9lyPi02rgZ8A/dAMd6S0KeulR0Xjyi8AlwHjftYjkkGeB76QSsbd9FyLhp6CXHqFuepHNagQuxU3Yq/FdjISXgl66lbrpRTotBXw3lYglfRci4aSgl24TdNP/EZjguxaRPHQHcHYqEVvkuxAJFwW9bLGgm/4K4AjftYjkuWrgV7ib5mR8FyPhoKCXLovGkyW4P0o/Rd30It3pDeDbqUTsJd+FSP5T0EuXROPJacCNwO6+axEJqSzwN+DnqUSs0ncxkr8U9NIp0XjS4Cba/Q4o81yOSCGYB5yaSsSe9l2I5CcFvXRYNJ6cCFwHHOK5FJFCkwUuxN0sJ+27GMkvCnrpkGg8+RXcdfGDfdciUsBeAk5JJWIf+y5E8oeCXtoVjScH4tboPsV3LSICuJn5Z6cSsWt9FyL5QUEvbYrGk3vi7q29ne9aRGQTtwPfTCVia30XIrlNQS+baDbh7kJ02ZxILvsY+FIqEXvddyGSuyK+C5DcEo0nRwL34Va4U8iL5LbtgOej8eR3fBciuUstelkvGk/uC/wXGOe7FhHptFuAb6USsWrfhUhuUYteAIjGkycDT6CQF8lXJwGvRuPJXXwXIrlFLfoCF4zHXwD80nctItIt1gEnpxKxe3wXIrlBQV/AovFkP+B64ATftYhIt8oCP0wlYpf5LkT8U9AXqGg8uRVwN7Cn71pEpMdcAfxAd8IrbAr6AhRcH38PGo8XKQT3ASemErF1vgsRPzQZr8BE48kTgKdQyIsUimOBp6PxpP7PFygFfQGJxpPn4lbT6ue7FhHpVbsDL2pGfmFS130BiMaTfYB/ACf7rkVEvKoCvpxKxB7wXYj0HrXoQy4aT44GHkchLyIwELg3Gk+e4bsQ6T1q0YdYNJ7cBngMiHouRURyzyXAT1KJWNZ3IdKzFPQhFY0nt8OF/ATftYhIzroTd3/7Wt+FSM9R0IdQNJ7cAdddr1m2IrI5jwPHphKxGt+FSM/QGH3IROPJKcCTKORFpGMOwY3b9/VdiPQMBX2IROPJnXA3phnjuRQRyS+HorAPLQV9SETjyV1xXXCjfNciInnpMODu4HJcCREFfQhE48k9cBPvRviuRUTy2hEo7ENHQZ/novHkdOBRYJjvWkQkFI4E7orGk2W+C5HukfdBb4yZZozpkWUdjTEjjTFHGmNKeuL4WyoaT+4HPAIM8VyKiITLLOBOhX045H3QA9XAm8aYw7fkIMaYMmPMScaYkc2ePhl356evbcmxe0I0njwQeAgY5LsWEQmlo4E7ovFkqe9CZMvkfdBba+cBFcCLrX3dGDPdGPMlY0zxZo5TDxwIvGuMGWWMGQPMBmZYa//WzWVvkWg8OQN4ELecpYhITzkGhX3eC8WCOcaYt6y1uwT/LgW2wYV2U5f+2cBvrbXnduBYBwLv48apPgS2Bd621r7bE7V3VjC7/mkU8iLSe+4DvpBKxBp8FyKdF5agfwzXzZQF9gXOACZba/c0xuwM/B04wFqbaecYx+Fu5TgOF+4jgZW40P+ftfauHn0RHRCNJ8cDLwBb+a5FRArOPbiwT/suRDqn3e7sXGaM2RWYBhwATMcF8p+ttb8Put3PDDb9PHBeeyEfeBmox7Xi/wJcZq29tkeK74JoPDkISKKQFxE/jgOuAr7tuxDpnHweox+Pu6RsHfCOtXYba+3vg69tDTxmjIkAX8ZdY745tbh7Ne8D7AycYIx50xhznzHGazd5NJ4sBv7DhqEIEREfvhWNJ3/kuwjpnLwNemtt0lp7JbATMM4Y8yNjTNO15IcCT1lrs8DlwDxjzMTNHHIQ7h3rFGAt8ENgd2vtsdbaqp55FR12NW4hCxER3y6OxpOf9V2EdFzeBj2AMWYPYAAwBzc+f4Yxpj9wELAi2OxmYDCwvL1jWWvnW2vjuHH513Dj9ecZY/5tjHnKGHNOD72MdkXjyfOAr/o4t4hIKyLATdF4cnffhUjH5PVkPGPMg8Avgd9Za2cFz50BTAb6A1fg3gD83lp7dBvH2BG4CHcjmFrcmP9fgHeAxbjgXwksstb26m0co/HkqcANvXlOEZEOWgTsk0rEFvkuRNqXt0FvjPkG7hKz64HrrbWfCa6Vfwk4FlgF3Ai8DVRbay9p51glgAE+B3zWWntyi6/16e3u+2g8eQhuQZycXJVPRATX+3lwKhFb57sQaVtedt0bY6YBI621lwKjgcbgS98FrrPWLg4WwLkCOB83k75N1tpG3Bj9L4HrjDG/MMZcb4x5BfgY+LMxxvTQy9lENJ6cCtyBQl5EctseuG78vMySQpGvP5ystfbC4N+7AlXGmOnAIGvt5QDGmAHAT4CngJuMMV8NZuFvImi13wKchZuhfx+wBnjQWru1tfZU20tdH9F4cgxwP1q/XkTyw2dxw5+So/Iy6K217zX7dBpu4t1aa+2vjTF9jTGnA/8E/mKtnQHcGny+yBjzF2PMAU07G2PKgOuAK621T1tr09bat3DX5df1zityovFkf9y18lv35nlFRLbQj6Px5Dd9FyGty9sx+ibGmDiwxFp7ffD5SNzrWt5iu11wreRVwFxrbZ0xZjTwK1xr/lOgDDdDfzhwAhDFTTiZEPy7DPi7tfY33f06ovGkAe7CXeInIpJv0sBRqUTsUd+FyMbCEPQTgHXW2tWd3K8YmAk8DkwEyoEiYC6wEFgSPFYBNUApLuiLrLXtjvl3RTSe/Dnwu+4+rohIL6oA9kslYu/7LkQ2yPugD4NoPDkT+B/ujYaISD6bC+yVSsQqfBciTl6O0YdJMPnuFhTyIhIOk4BrfBchGyjoPYrGk0W4kB/juxYRkW70hWg8eZbvIsRR0Pt1AW6egIhI2PxRy+TmBo3RexKNJ4/GXUrXawvxiIj0so+APVOJmO8bgxU0teg9CMblr0chLyLhtj3wN99FFDoFfS8Lrpe/ARjpuxYRkV5wUjSe/LrvIgqZgr73/QjdW15ECstl0XhyO99FFCqN0feiaDy5J/A8ulmNiBSeF4EDU4lY2nchhUYt+l4SjScH4C6lU8iLSCHaBzjPdxGFSEHfey7HTUwRESlUv4zGk/v6LqLQqOu+F0TjySOBh3zXISKSAz4Gdk8lYtW+CykUatH3sGg82Rf4i+86RERyxHbAn3wXUUgU9D3vV8C2vosQEckhX4/Gk4f4LqJQqOu+B0XjyZ2A19AEPBGRlt4HdkklYo2+Cwk7teh7SLAwztUo5EVEWrMj8GPfRRQCBX3P+Q6wn+8iRERy2LnReHJr30WEnYK+B0TjybHAhb7rEBHJcf1wlx5LD1LQ94zLgMG+ixARyQPHRePJz/guIsw0Ga+bRePJGHCf7zpERPJICpiaSsRqfRcSRmrRd6NoPNkfuMp3HSIieSYKnOu7iLBS0Hev8wFNLBER6bwfR+PJyb6LCCMFfTeJxpO7A9/3XYeISJ4qRT2iPUJB3w2Ca+b/BhT5rkVEJI8dFo0nT/JdRNgo6LvHicDevosQEQmBP0bjyUG+iwgTBf0WisaTxbixeRER2XJjgQt8FxEmCvot91V0n3kRke50ZjSe1M3AuomCfgtE48ky3N3pRESk+xQD5/kuIiwU9FvmTGC87yJERELo1Gg8uZ3vIsJAQd9F0XhyAPBz33WIiIRUEfB/vosIAwV91/0AGOm7CBGREDspGk/u6LuIfKeg74JoPDkM+JHvOkREQq4IzYPaYgr6rvkZujudiEhv+HI0npzqu4h8pqDvpOBe89/1XYeISIGIAOW+i8hnCvrOOxfo57sIEZECckI0ntzZdxH5SkHfCdF4chvgm77rEBEpMAatQNplCvrOOR8o8V2EiEgBOj4aT+7mu4h8pKDvoGA5xlN81yEiUqDUqu8iBX3HfRd9v0REfDouGk/u6buIfKPg6oBoPNkf+JrvOkRERKvldZaCvmNOQ9fNi4jkglgwMVo6SEHfMbpuXkQkN0SA7/guIp8Ya63vGnJaNJ48HHjEdx0iIrLeSmB8KhGr911IPlCLfvO+57sA6Rxrs2TWrfFdhoj0nBHAF30XkS+KfReQy4JxoGN919Fb6ua/xbJbftHm10ef9DvKxk2h8vnbWPfuE6SrVlE2ehJDZsymz8SuL1pV+8mrLP/3/zHiuJ/Sf8rBrW7TsCLFkuvOYchBpzJ43xMAsNay6oHLqf3oeYbMOJ2Bux3lXscnr5KpXcuAnQ7rck0ikvPOAP7lu4h8oKBvX0FdUlcyfALDj930pnz1C96m+q1HKBo0ihX3XETtJ68yaPrnKB40kuo3H2bZbecy6ovn0ze6W6fPmW2sY9XDf6bP1ru2GfLWZln14BUUDxnLoL2PX/98w9KPqPngGQbu+RnWPP4PBux6JMZEWPf+MwyfpWkVIiG3fzSe3DWViL3pu5Bcp6BvQyFeUlfUfygDph2yyfNVr9xD/2mHklm7nNqPXmDYUWczcNcjAeg/9RAW/+NMKp66sUtBX/nMzWSqVjH6i+VtblP9+gM0LP6AUV/+DaZow69ses0SSkZMZMj+J7L2+dvJrqskm66naMAwTLEWMBQpAGegiXmbVTCt1S44FRjiuwjfaj5+kYblnzLkwJOoS70JRcX0nzpj/dcjpX3oG92NxhWfdvrYDcs/Ze0rdzNo789SMnxCq9ukq1ez5qkb6LfjQZu8kbA2i4kUQaQo+DxD9RsPru/CF5HQOyUaTw7yXUSuU9C3TX2/QOVzt9N/2kyKB48m21BDpLiMSEnZRtvYdAOmuKyNI7TOWsuqB68kUtKHsvFTqZ37MpnatZtst+Z/V2Mb6+m3/b7UfPwS6apV679W1H8o6Yql1C14G0yESEkfMuvWUDx4dNderIjkmwG4Rpm0Q133rYjGk4cB03zX4Vv9ko9oWPIBw448A4DiIWPJ1q+jYfmnlI5y61VkG2qpnfcGZeOndOrY695+jIYlHwCw6v7LsI11YCIMm3XW+uGDuvlzqPngGQBWP/IXbCaNzTQy5ODZDN7n85RtNQVT2pflt/6S/jsdSs1HL9B/ysHYTHqjLn4RCbUzgKt8F5HL9NewdbqkDqh67V5Kx02mbMx2APSfOoPKZ29h5T2/Z9iRZ2CKS6l46kay6yoYsPMRHT6utZbK526BSDGjPv9L+k7am2x9DasevopVyUspGT6BsjHbUfHsLQAMO+psBuxyBGTSVDx1AxVP/JOSYVvRb/t9GHv6ZTSuWkjp6EmsvPcP9J86gwWXn0TJsPGM/vIFRPoM6JHvjYjkjGnRePLgVCL2lO9CcpW67luIxpNbAZ/xXYdv2foaat5/ZqMAL+o3mNEn/RaKill2y89ZeuOPqJv3BiXDJ9J3+306fOz06oWkK5YyYKdD6TtpbwAiZf0YfuSZYC017z1FtqGO+gVv02frXRm465EYYzDFJQw55KtE+g5i3TuPuf1K+lA2Zjsaln5E2ZjtqHzmJgbudjTYLNXvPN693xQRyVVn+i4glynoN3US+r5Q8/GL2Eyafjvst9HzpaO2ZdxXL2fC929n6GHfAmDwQadgTMe/ZZnaagDKJuy00fORsv5E+g0mXbWKbP06sNlNtjEmQvGQMWSajdUDVM/5H/13OYLG1Qvpv/Ph9Nl6V9KrF3W4JhHJa5+PxpOanNOGgg+0Vpzsu4BcUPPeU5SNn0pRv9bv5WNKylzX/tgd6D/5gE4du2jA0OAgZqPnbTZDtnYtRf0GUdRvkJtN32IbgMy6CiLN6srUrsUYQ1GfAdjGBkxxKaa4lGyjVscUKRAlwNd9F5GrFPTNROPJHYHdfdfhm003UDfvTfpu2/Ztn2vef5r0miUMPaT1pQayDbVt7lsyZAxFg0ZR8/4zGz2/7u1HwWbps/WumKISyraaQu2Hz2OzmfXb1M57k8za5fTZepf1z1W/9QgDdnHX9ZuSMmxjHdnGOiKlfTr0ekUkFE7xXUCuUtBvTK15oG7Re9h0A2VbtT6T3mbSVDx9E32324c+LbrWAVY9dBULLj+ZxoqlbZ5jyMGnUvvxSyz/76+pev1+Vv/valY99GdKx+5A3+2mu20OPIWGFfNYdssvqHrtPtY8dSMr7vgNxYNHr587YG2WxuWfUjp6EgAlIyaw9uW7qZ37SpvX5otIKE2NxpOb/kESzbpvQUEP1M97CyLFlI7ZvtWvV7/5IOm1yxl1wv+1+vVIn/5ESvtiIm3/eg2YdgiRsn6sffEO1jxxHaaomH47HsCwQ7+5fry/z8SdGX3S76h87lYqnv4X1lr6TNiJoYd9i0hZPwAals5dP6EPYOjMr7Ly3j9QMmJr+k87tKvfAhHJT18C3vZdRK7RbWoD0XhyH+AF33WIiEiXfZBKxHb0XUSuUdf9Bif5LkBERLbI5Gg8uavvInKNgh6IxpMG+ILvOkREZIt92XcBuUZB70wHxvsuQkREttiXfBeQaxT0jlrzIiLhMCkaT+6y+c0Kh4Le+bzvAkREpNsc77uAXFLwQR9M3Jjkuw4REek2n/VdQC4p+KBH3fYiImGzRzSe1IpZAQW9gl5EJIyO811ArijooI/Gk+OBqb7rEBGRbne87wJyRUEHPTDTdwEiItIjZkTjydZvv1lgCj3oD/FdgIiI9IgS4AjfReQCBb2IiITVwb4LyAUFG/TReHIisI3vOkREpMcc5LuAXFCwQY9a8yIiYbeLxukV9CIiEl4R4ADfRfhWyEE/03cBIiLS4wq++74ggz4aT24DbO27DhER6XEKet8FeKJuexGRwrB3NJ7s47sInxT0IiISZqXAdN9F+FSoQT/TdwEiItJrCrr7vuCCPhpPbgeM912HiIj0GgV9gVG3vYhIYdk/Gk8W+S7Cl0IM+hm+CxARkV41ENjNdxG+FGLQ7+a7ABER6XUF231fUEEfjSdLgB181yEiIr1OQV8gJuNuXSgiIoWlYC+xK7Sg38l3ASIi4sX4aDw5wHcRPijoRUSkUOzouwAfFPQiIlIoFPQFQEEvIlK4pvguwIeCCfpoPNkX2MZ3HSIi4o1a9CE3lcJ6vSIisjEFfcip215EpLBtF40ni30X0dsU9CIiUihKgW19F9HbFPQiIlJICm5CnoJeREQKScGN0xdE0EfjycHoHvQiIqKgD62pvgsQEZGcoK77kJrguwAREckJatGH1GjfBYiISE4YHI0nx/ouojcVStCP8V2AiIjkjIK6xK5Qgl4tehERaTLSdwG9qVCCXi16ERFpMsJ3Ab2pUIJeLXoREWmioA8hBb2IiDRR0IeQgl5ERJpojD5MovHkUNyNDEREREAt+tDRRDwREWlOQR8y6rYXEZHmFPQhoxa9iIg0p6APGbXoRUSkuUHReLLEdxG9RUEvIiKFqGBa9Qp6EREpRAr6EBnsuwAREck5CvoQKfNdgIiI5BwFfYhosRwREWlpmO8CekshBL1a9CIi0lLBNAIV9CIiUoiKfBfQWxT0IiJSiBT0IaKgFxGRlop9F9BbCiHoC2b1IxER6TC16EOkEF6jiIh0joJeREQkxAqm675gXqhIoetPTdUPh5/7/DVDB/avKsqO8l2PiE82068WYr7L6BUKepECsY5+A79UXbnV19ctnfZov76vXzpsSO284uK9MKZgricWaWIilX1919Bb1HUvUkD+l91jBcBhNbW737dwyf5PzF+09nNV1U8WWzvPd20ivSzru4DeoqAXKSDXpY/aqvnnw7PZEb9euXrGa6kFEy9ZtuK1iY2Nz2Nto6/6RHpRwQS9uu5FCsibdtL2aRtZWGyy45s/b8AcUVO7xxE1tawoiqz409Ah79w/oP+2aWMm+qpVpIcVTNAXQoterRORZl6z289t7+sjM9mRv125euZrqQUTfr985avjGxtfwNp0b9Un0ktqfRfQWwoh6Ct9FyCSS25IHzmgI9sZMEetq9nzgYVL9n10weLVx1ave6LI2oU9XZ9IL6n2XUBvKYSgX+O7AJFc8lB2752tpaoz+4zKZEZduGLVzNdSC8ZdtHzlK1s1ptXKl3ynoA8RBb1IM40Ul86zo9/uyr4RiByzrmavBxcu3veRBYtXHuNa+Yu6u0aRXtCpN7v5TEEvUoD+nZmR2dJjjMlkxlzkWvljf7di5StjG9MvYu0WH1ekl6hFHyIVvgsQyTW3ZA6ZYm33zDqOQOQz1TV7Pbxw8T4PL1i8/CjXyl/cHccW6UEK+hBRi16khdUMHr6W/u9093HHZjJjf79i1cxXUwtGX7Bi1Uuj0+mX1MqXHKWu+xBR0Iu04sHMXqt66thFUHR89brp/1uwePqDCxcvO2JdzRMRa5f01PlEukAt+hCp8F2ASC66LnPUhN44z1bpzLhLlq+c+VpqwajzV6x6aVQ6/TLWFsxiJZKzFPQhoha9SCves1tParRFvbbGfREUfb563fRHFyze+4GFi5cc5lr5S3vr/CLNZIG1vovoLQp6kQL2cnZyysd5x6czW/1p+cqZr6YWjPjVylUvjkynX1Er3x+btaQrC2pZhOVzZs8pmN+3QljrvsJ3ASK56rrMrEH7F73r7fzFUPzFqnX7fLFqHfOLixf+ftiQj5/q13dq1phR3orqYVVvVTHvknlMOGMCg/cZ3Kl9a+fXsuSmJdR+WkvZmDK2+upW9N1m47utrnxgJasfX03jmkZKhpYwZP8hjDxuJCZisNay6J+LqHqtitFfHM2wmcMAqJ5TTbo6zdADhnbb68xxBdWTpBa9SAF7NLvHztbmxjLRE9Pp8VcsXznzldSCYb9cufqFEenMq1hrfdfVnbL1WRbfsJj+U/t3OuQbVjSQuihF48pGRn9uNCUjSkj9MUW6akNLvOK5Cpb+ZymD9hjE2K+Mpf/U/iy/ezlLb3O5VvtpLWtfXsuwQ4ax9Nal2Kz79la+VMng6Z2rJ88V1MTQQgj6SgroLkUinZGhqPgTO7bbL7PbEiVQfGJV9b6PL1i0570Llyw4uKb2CWPtCt91dYfldy0nvSbNuK+M69K+2YYs0Z9FGXH0CCZ+dyIlw0pYcd+Gb82ap9YwZN8hjDlxDMNmDGOr07diyAFDqHzevZdrWN5A2VZljDxuJNm6LOm1aRpWNFA8tJhISSHEwXoK+jBJJWIW3dhGpE23ZQ7xXUKboun0xKuWrZj5amrBkPiq1c8Py2Rez9dWft2COlY+vJLhs4ZTNq6sU/taa6l6o4pBewyibJTb10QMQw4cQtXrGy4HT1emiZRt/GfdFBtMiXGfZMEUGUxR8LmF1Y+vZtiMYV1/YflJXfch1GPXC4vku1szM6dZS07PxCqBklPWVu/35PxFu9+9aMn8A10rf6XvujrKWsuiaxcRKYvQb/t+VL1ZRbq649/ydEWazLoM/bbvt9HzfSb0oWF5A9l612nZf0p/Kp6roPrdarL1WareqqLiuQoG7TEIgOLBxTQsb2DdB+vckoalEdKVaUpHlnbfi80PBdWiL4TJeACfANv5LkIkF61lwOA1DHxjGFW7+a6lI7ZtTG/9l2Urtm6AhtsGDXzu70MG9VsTieyKMcZ3bW2peLaC2k/c7c8X/XMR2bosJmIYN3scQ/Yfstn9MzVuccHSERsHcvFA9ye8cVUjZePKGPPlMdQvqyd1cWr9NoP3HczoL40GoN/2/Yj0iZC6OMWQA4aw9rW1DN5nMDZtMcU5++3rCWrRh9BHvgsQyWX3Z6bn3fBWKZSeurZq/6fmL9rtrkVL5u1fU/uksTbneu+stSy/ezmmyLD1D7ZmyhVT2PHyHRm4+0AWXrOQ2lRth49lyjYO46Yu+UydeyNQ9VYV695fR59oH4YcNITSMaWsfW0tFc9WAK4Fv9352zGpfBJbfWMrqt+pxmYt7333PeaeP5fMuoJZrbigWvSFEvQf+y5AJJddmzkq6ruGLTGpMR3927IVM15JLRjwo1Vrnhucybzhu6YmDUsaaFzRyJADhjBw14EAFPUtYtxp48BC5Qubf4+1foy95eyE4HObtti0ZfENixk2YxjblW/H+K+PZ/vfbc+AnQaw+MbFNK5pBCBSFqFvtC+1n9bSN9qX5XcuZ9jMYdispeL5im561TmvoG66VChBrxa9SDvm2q22rrfFn/iuY0uVQtnpa6v2f2b+ot3+s3DJJ/vU1j1prPV6iW1TK7nf5I3H14v6FVE0sIjGisbNHqNkcAkAjas33jZT7Y4d6ROhblEdmaoMww7ZMLHORAwjZo2ADOuHDppUPFPB0IOGUr+kniEHDWHAlAHUL6nv/AvMP43AfN9F9CYFvYgA8EJ2aqj++E1ubNz2mqXLZ7ySWtDvB6vXPDsok3nTRx3FQ9w4esspBDZjyVRn1o+ztydSFqFkZAk1H9ds9HxTt3/J4JINrfvMxs3+pol6zZ9PV6fBQFH/ImyjJVISwZQasg0FcSXyp3NmzymYMQoonKD/FCioH6xIZ12XmRXKa6xKoexrlVUHPDt/0a63L1oyd2/Xyq/otfOPLKVkeAmVL2/cRV/xbAVk3Ux5gExt+3+iBu02iLUvr91kgZyysWUUDy6mZHgJGKh4oWL917ONWVY97KYt9JnYZ/3za55aw9CD3Sp4kdII2fos2frsJpfmhVTBNfwK4qeaSsQagZTvOkRy2ZPZXadlrVntu46eNKWhcdI/ly6f8fK8BX3OXl3x7MBM9q3eOO/oL4ym6o0q5v1pHqsfW82Sm5aw+PrF9N22LwN3G8iK5AreO/M9d9lbG4YfMRybtsy/bD5Vb1Wx6J+LqP2klmGHuvdnxQOLGbTHIFY9uIqPfvkRn/7+Uz780YdUv13N4H0HUzbGXX9vs5a6BXX03dotnVs2royVD6+k6s0q+ozr0+b5Q0RBH2IF98MV6YwskaKP7Fbv+a6jN5RZ+nyzcu0Bz81fuMuti5Z+tGdt3ZNY22NXHgzZfwgTz55IpibD0n8vpeL5CgbtPYitv781JmKI9I0Q6RMhUtr2n+TSUaVM+N4E6pfVM++Seetb5cMO29ARM/5b4xl+xHAytRnWvb8Oay1DDx7KuNkbVuKrm1e3flIgwOgvjaZ6TjWlI0oZcsCQHnn9OabgssDk6SJTnRaNJy8Hvue7DpFcNrvowefPL7lhP991+FBnTO11gwe+ev3gQUOqI5GdfNfTlkxdhpqPaigZUkKfCQXRAu9uR86ZPecR30X0JrXoRWS9/2YOnmYtDb7r8KGPtX2/U7H2wOfnLdzp5kVLP9y9ru6pnmzld1VRnyIG7jxQId91BZcFCnoRWa+afoNWMniO7zp827mhYYcbliw/+KV5C0u+s6by6f7ZbE7d+Ee6rIECu7QOFPQi0sK9mf2qfdeQK/pa2++sisqDXpi3cNq/Fi/9YJe6+qextmrze0qO+mTO7DkFcQ1hc4UU9CncQgki0o7rM0dO8l1DLtq1vmHyTUuWHfTivIWRb62pfLpfNvuu75qk0wqyt6pggj6ViGVw19OLSDvm2THja22JesDa0M/a/t+rqDzoxXkLp16/eOl7O7lWvnpB8sMbvgvYHGPMH40xtxtjilo8nzDGnNKVYxZM0Ac+9F2ASD54JrvzIt815IM96hum3LJk2UEvzFvINyoqn+6bzRbE5Yl5rNdXRzTGTAvCe64x5vsd2OVxYLq1tuUKSrsBU7pSQ6EF/cu+CxDJB9dljhrhu4Z80t/aAeesqTzopXkLp1y7ZNm7U+vrn8batle/EV96LOiNMYONMTsaY442xvzcGHOTMeZyYH/gdWBboKb9owCwCHi7xbGjwETgEmPM2caYnxhjSjpaW6Hcj77J874LEMkHz2WnTs1asyJi7EjfteSbverqp962eBlVxqy9esjgp28dNGBUXSQy2Xddwso5s+cs7MHjT8Ot1fIyUA98ARhpra0yxnwJeMlae3UHjrMOaLlC5a+Ap4Fy4GigH3Az7k3BZhVai/4FoOBmXIp0liUSec9O/MB3HflsoLWDfrSm4qCX5y2c/I8ly96ZUt/wNNZ2pEUnPePVnjy4tfY5a+1J1tpLcPdWucNuuELjZODCDh4qDdQYY0YZYyLGmP1wi9t9G/gJUAYcZ63t8PBaQQV9KhGrAnQ9rEgH/CtzeIe7BqV90+vqp92+eOlBz85f2Hha5dqnyrJZTXbsfT0a9C0cDtwKYIzZBze2/qYxpm9bOxhjRhpjjgfOB04F/glMACYB7xljfg1cANxtre3UaymooA8857sAkXxwd+aAnaylIG5Q3lsGZe3gn6yuOPiVeQu3v3rJ8rcn1zc8g7W1m99TusErvXESY8xgYB/g4eCp2bjL+h4GXjHGbJK7xpjvAncAxwA7AH+11h5rrZ1nrf2XtfZioA+uRf9MZ2tS0ItIq2ro038ZQwvyuuPesF9d3U7/Wbz0wGfmL2w4pXLtk2XZ7Me+awq53mrRn44bJv6HMWZ7a+2Z1toTcOPuD1hrNxk+ttZeaa09CPghMBkYZIwpbfq6MWY6cBxwCnCVMeZWY8zUjhZUiEGvCXkiHXR35gC1NnvY4KwdHF9dMeOVeQu3+8vS5XO2b2h4BmvrfNcVMgvnzJ7T40vfGmP6AT8AzsGF9l+Dy+smATsDf9rMIX6Muwx8GjDfGDPZGLMLcBVwvLX2ZmA6MBV4xxjzuDHmLGNMu5NmC+budc1F48nlgGYTi2zGVqxY8myfc8b6rqPQVEYiFVcNHfzmfwcMGN8QMVqpcMvdPGf2nC4tNtMZxpgLgXprbXnw+XjgbqAKeN5a+/N29o0CDwI/A3bHdfUfDuwFnNE0+S4Y8+8f7GaBBUDKWptu69iF2KIH160iIpuxiJFja2zZ+77rKDSDs9khv1i1Zsar8xZMumrp8jcnNTQ+i7WaL9F1T/X0CYLZ8YcCv216zlq7ENeLPAN4tJ19i4CrgdOaPb0St3T7GOD7xphyY8xlwHnBsb5qrX3cWvtxeyEPhRv0GqcX6aAnsrsu9V1DITu4tm7XuxYtOeCp+YvWfXlt1ZMl1mop787r0aA3xkwA/gB80VrbGDw3xBjzd2BH3CS7W4wx/9d87L2Zi4E/WGtfws20t9baD621NwAVwEPW2nJr7TlseCNxV0frU9CLSLuuS88a7bsGgaHZ7LBzV62Z8VpqwTZXLFvxxjYNjc9hbYPvuvLA8jmz5/TY0sTBpLizgc9Za+cbY0YbY34AXAbcb6093Fr7AHBUsN17xpivG2MGBPuPxoV80yz9qUDzORrPsfFQ8zbAg9ba/3a0xkJbGa/Jy7hFCQr19Yt02Et2xx0z1iwtMnaM71rEmVlTu9vMmlpWRyKrLh865O17Bvaf2GjMNr7rylFP9/DxP7bW/qTpE2vtMuDSlhtZa181xhwC/AO4BDjHGHM78Ce78U2RBgCrmn3+AnCBMeZYoKk3oFPrMBTkZDyAaDz5Mm6Sg4hsxl2l5z29W2TuQb7rkNZZsI/16/vGpcOG1M4rLt6L1ruHC9U5c2bPudx3ER1ljPk68I619oXg837ATkG3fpcUatc96DI7kQ77V+bwMt81SNsMmMNqane/b+GS/Z+Yv2jt56qqnyi2dp7vunLEk74L6KR/NoU8gLW2ZktCHgo76Du9upBIobovs+/O1nbozlvi2fBsdsSvV66e+VpqwcRLlq14bWJj4/MEE8QKUAVuVbq8YXugm72Qg/4R3I0HRGQz6ijru5jhb29+S8kVBswRNbV7JBcu2e+xBYsqjnOt/B5fNCbHPDpn9pyCv5FZwQZ9KhFbg7rvRTrsjsxBuo47T43MZEf+1rXyJ1y8fOWr4xvTL7CZa69D4j7fBeSCgg36gH4JRDroX+nDJ1tLYc7eDQkD5uh1NXs+sHDxvo8uWLz62Op1TxS5RV3CyAIP+C4iFxR60Cd9FyCSL5YxbNQ6+vTY9cjSu0ZlMqMuXLFq5mupBeMSy1e+Mq4x/WLIWvmvzJk9Z5nvInJBQQd9KhF7G9DMVJEOejS7x3LfNUj3ikAktq5mr4cWLt7nkQWLVx7jWvmLfNfVDdRjGyjooA+oVS/SQdemj9INbkJsTCYz5iLXyh/72xUrXx6bTr+Etfk6aVl/2wMKev0yiHTYG3a7yWkbCUNrT9oRgchx1TV7P7xg8fSHFi5ePqt63ZNF1i72XVcnLAFe811ErlDQu7sAVfkuQiRfvGG3m+u7Buk949KZsX9YsWrGq6kFoy9Yseql0a6Vn+uXrN0/Z/YcTRwNFHzQpxKxeuB+33WI5Ivr00f2812D9L4iKDq+et30/y1YPP3BhYuXHr6u5omItUt819UGjc83U/BBH+jwXYBECt1D2b13tpbqzW8pYbVVOjPu0uUrZ76WWjDq/1asenFUOv1KDrXyq4GHfBeRSxT0zv1Are8iRPJBAyVlC+worZInFEHRCdXr9nl0weK97l+4ZPGhrpXv+5K2u+fMnqO/580o6IFUIrYOvQMU6bB/Zw7O15nY0kMmpNPjL1u+cuarqQXDz1u5+oUR6cyrnlr5t3g4Z05T0G+g7nuRDro5c9hka8mVrlrJIcVQ/KWq6n0fX7Boz+TCJYtnulZ+b62/sBp4uJfOlTcU9BvcCxTqHZ5EOmUVg0espd87vuuQ3DYxnR5/xfKVM19JLRj6y5WrXxjuWvk9ORv+v3Nmz9Hf8RYU9IFUIlaJ1kUW6bCHM3ut9l2D5IcSKDmxqnrfJxYs2vOeRUvmH1RT+6SxdkUPnErd9q1Q0G/s774LEMkX12aOGu+7Bsk/2zSmt/7zshUzXk0tGBJftfr5YZnMa93Uyl8MPNkNxwkdBf3GHgDCeicnkW71ro1OarRFhXZ/c+kmJVByytrq/Z6cv2iPuxctmX9ATe0TxtqVW3DI23Xv+dYp6JtJJWIZ4J++6xDJF69kd/jUdw2S/7ZtTG/912UrZr6SWjDop6vWPDc0k3m9C4dRt30bFPSb+gdoNrFIR1yfmTXIdw0SHqVQeuraqv2fmr9o9zsXLvl0v9raJ421HZkL8s6c2XNe6vEC85SCvoVUIjYfXVMv0iH/y+6xk7VU+q5Dwme7xsZtrl66YsYrqQX9f7RqzXODM5k32tn8mt6qKx8p6Ft3te8CRPJBmuKST+1YXWYnPaYUyk5fW7X/M/MX7fafhUs+2ae27klj7Zpmm9QDN/qqLx8o6Ft3H+42hyKyGbdlZuouYdIrJjc2bnvN0uUzXp63oO/3V1c8OyiTeQu4c87sOat815bLTM+uXZC/ovHkb4Ff+K5DJNcNprrijbJvDTCGYt+1SOFZWRSZOeK8Nbqsrh1q0bft74DeBYlsRiUDhlQwQDe5ER/eU8hvnoK+DalELAU84rsOkXzwQGa6JuSJD3/1XUA+UNC3TyvliXTAdZlZE33XIAVnHXC97yLygYK+fXcDvu+tLJLzPrQTtmmwxVo8R3rTzZRXqiepAxT07UglYo3Adb7rEMkHL2SnaDlc6U1X+C4gXyjoN+9qIOO7CJFcd11m1hDfNeSz2kZLZZ3m/3bQ/ZRXzvFdRL5Q0G9GKhH7BLjVdx0iue6J7G47ZS1rNr9lz1mxLsuES6t4IpVud7tfPlpH9E9VnT5+1loueLKeCZdWUXLBWsZfUsVfXm5oc/sHP05jzl/LbW9vuEV6fdrymVtqGPX7Ku79YMPz177RyJvL1KbooITvAvKJgr5jfovWvxdpV5ZI0cd2q/d8nb+20fKl/9SycG37reI5yzL8/rm2w7k95U/UU/5kPYdvW8yfj+nD9sMjnHl/Hf9+p3GTbWsaLWckazlsmyK+vFPJ+ufv+SDNG0sznDC1mJ8/Wr/++afnpzl4ay1F0AHPUl75tO8i8omCvgNSidh7wH981yGS627JHGp8nHdlTZbDbqjhw1Xtvx/PWss3760j3YW37SvWZbn42QYuObKMaz/bl2/uWcoDp/RjdH/DP17f9I1D+RP1LFprufKYPhs9//HqLAdOLOLsfUr5eLUr5MlUmhkK+Y66yHcB+UZB33EXoAV0RNr178yMadayafO2h930ViPFEbjnxH7tbnflSw28tSzDyTuXtLtda9Y1wv/NKOOs6aXrn+tTbNhuWIQVNRv/aXhrWYZLX2jgB/uWsuOIoo2+lrFQHDEURwyZYLcb32rkK7t0vqYC9A5uiXLpBAV9B6USsbeBu3zXIZLLquk3aBWDen2S1HGTS3h8dj+G92u7Q2FBZZZzH6vn/JllbDes8x0P0SERfn5QGcWRDfs2ZixzlmeYNnJDmFtr+da9dQwohQMnFnH/R42sqtnQhTBmgOG9FRleXJhhdH/D4qosg8oMA0q9dIbkm4spr1SDq5MU9J1zge8CRHLdfZl9q3v7nNsMjVAUaT8oz7y/jskjIvxwv9J2t+uMa15rZG09nLbrhtb4DW828uKiDBV18LV76vjC7bVs/adqbnrLdXTEti9mwVrLV+6s5eu7l/D3Vxv55h4lNGaUX5sxH7jZdxH5SEHfCalE7HXUbSTSrusys7bxXUNLt7/TyEMfp/nHcX03+4ago1bWZCl/sp5DokUcvq0bX7fW8uun6imJQPLkvqz4yUCW/3ggn92xmNl31fLakgxjB0b44LsDePM7/TlvRhkfr8ny7IIMAy6s4pibahT4bfsj5ZXtX04hrVLQd96vfRcgkstSduyEOlvyse86mlTUWc55sI6fHVDKLqOLNr9DB52RrGNdg+Xqz/Rd/9wHq7J8ssZy2q4lHLO9a+UPLDP8+Zi+ZC3cMse16of0Mewyuog730tz/ORifva/ei44pIw5yzM8NFdZ1oqVwDW+i8hXCvpOSiViLwMP+a5DJJc9m91poe8amvz0kTr6FMN39iplZU2WlTVZahoha12rvLqh8y3oq19t4D/vprnymD5sN2zDn9HVte5YM7be+A3F4D6Gkf0Ni6o2nu5/9wdp9p9QxOpay3enl7Lv+CI+WKkreVvxR8ora3wXka90PUfXnA/M8l2ESK66LjNrxGFFr/suA4CH56aZV2kZf+mmUwdG/r6a2buWcN3xfVvZs3UvLkxz9gN1fG23Ek7fbePx/rEDXOibFqMD6axlVY1lZL8NbwreWZ5hxxERGoNc71MMfYsNNb1+zULOWwRc5ruIfKag74JUIvZ8NJ58FDjMdy0iueiZ7E5Ts9asjBg7wnctN32+L7UtesNveLORh+em+dfn+zJu4IZUrm6w7c5+/3h1ls/cUstOoyJcFeuzyde3GRph68GGf7+b5iu7bHgTcMObjWQsHLrNhpb+Na81Ej+wlKIg+9c1wLpGS//umysYFuWUV9b6LiKfKei77gIU9CKtskQi79sJ70818w/0XcsBEzf9M/fM/DR9ilk/iQ7gjPtqufaNRt49awDbDm19VPPUO2tZUWP5wb6l/OfdjZveTcH+20P7cOqdtRx3Sw3HbF/M+yuz/PnlBqZvFeEzk935quotNY2W0UEPwKj+hl8/Wc8z8zN8cw8lfTPvAdf6LiLfKei7KJWIPRmNJ58CDvZdi0guujlzWPFvIvnzN3pIH8PAMkNpG/P1VtVkeWGhW4v+F4/Vb/L1pqA/ZZcSBpXB759r4Gf/q6MkYvjitGIundWHSNCn/79P0htdknf5UX046/46jtqumCMndd+EwRD4BeWVugHAFjLW6lKOrorGkwcAz/iuQyQX9ae2+u2yr5cYQ5nvWiQvPUd55QG+iwgDzbrfAqlE7FngJt91iOSidfQdsJwhupWodNXPfBcQFgr6LfcToPP3uxQpAHdn9tclUdIV91Jeqd7SbqKg30KpRGwJWhpXpFU3Zo6c5LsGyTsZ4Oe+iwgTBX33+BPwge8iRHLNAjtqqxpb+qHvOiSvXE955Tu+iwgTBX03SCVijcDZvusQyUVPZXdd7LsGyRsVqDXf7RT03SSViD2MbmMrsolr07NG+a5B8sYvKK9c7ruIsFHQd68fAHW+ixDJJS/aKVMy1izzXYfkvJeBv/kuIowU9N0olYilgIt81yGSW4x5x0Y1Ti/tyQDfobxSd/TpAQr67ncRMM93ESK55MbMEVo0R9rzZ8orX/NdRFgp6LtZKhGrBX7ouw6RXHJvZr+drUU3JpHWLAHO9V1EmCnoe0AqEbsDeMR3HSK5oo6yvksYplXypDU/pLxyre8iwkxB33POBnRnaZHAnZmDNr0TjBS6/1FeeavvIsJOQd9DUonY+8AffNchkituTB+xg7XoLlrSpB44y3cRhUBB37PKAXVXigBLGTZ6HX3e812H5IxfU16pqzF6gYK+B6USsQbgNNSFLwLAY9ndV/iuQXLCc+hS5F6joO9hqUTsDeB833WI5IJr00eN8V2DeFcNnEZ5ZcZ3IYVCQd87EsCLvosQ8e11u/3ktI1o7fvC9iPKK+f6LqKQKOh7QSoRywCzQdcRi7xpJ33suwbxJkl55dW+iyg0CvpekkrEPgDivusQ8e3G9BH9fNcgXqwEvu67iEKkoO9dVwAP+C5CxKf7s/vsbC3VvuuQXvdtyit1cyMPFPS9KJWIWeB0YKnnUkS8aaCkbIEd+bbvOqRX3UB55R2+iyhUCvpelkrEluPG67VwiBSs/2YOTvuuQXrNPOB7vosoZAp6D1KJ2MPAJb7rEPHlpsxhk61FtyQNv0bgZK1l75eC3p9fALotoxSklQwZWUW/d3zXIT3ux5RXPue7iEKnoPckWDXvJGCd71pEfHgku+cq3zVIj7qZ8srLfRchCnqvUonYh2i8XgrUdelZW/muQXrM28C3fBchjoLes1Qi9l/czW9ECsocu+32jbZoge86pNutBT5PeaV6K3OEgj43XADc7rsIkd72qt3hE981SLeywGzKKz/yXYhsoKDPAc2ur9fkPCkoN6SPHOi7BulWF1NeeZfvImRjCvockUrEaoHPosV0pIA8nN1zZ2vRpVfh8BjwS99FyKYU9DkklYgtBI4H6jyXItIr0hSXpOwYXWaX/xYCJ+rWs7lJQZ9jUonYi8A3fdch0ltuy8zUwjn5bS1wDOWVK3wXIq1T0OegVCL2L+Bi33WI9IZbM4dMtRa1BPNTI3AC5ZVzfBcibVPQ566fA/f5LkKkp1UwcGgl/XWTm/z0LcorH/FdhLRPQZ+jUolYFjgZ0PilhN6DmekVvmuQTjuf8srrfBchm6egz2GpRKwK+Ayw0nctIj3p2sysib5rkE65nvLKct9FSMco6HNcKhH7FDgBaPBdi0hP+cBO3KbBFqd81yEd8iiaMJxXFPR5IJWIPQl8ETfxRSSUXsruOM93DbJZc3DL2+pvUR5R0OeJVCJ2D3AKaHayhNN1mSOH+K5B2rUYdxmdFjjKMwr6PJJKxP6NWypX1x1L6Dye3X1a1lLhuw5p1QrgCMorF/ouRDpPQZ9ngmvsv41ubSshk6GoeK4dp6tMcs8q4HDKK9/1XYh0jYI+D6USsWuA7/muQ6S73Zo51PiuQTayBteSf8t3IdJ1Cvo8lUrErgJ+7LsOke7078zB06zVpNMcsRaYRXnl674LkS2joM9jqUTsj8B5vusQ6S5rGTB4NQO1Sp5/1cBRlFe+7LsQ2XIK+jyXSsR+A/zWdx0i3SWZ2Vezuv2qwc2uf953IdI9FPQhkErEzgX+6LsOke5wXWZW1HcNBawW+AzllU/7LkS6j4I+JFKJ2I+Bq3zXIbKlPrHjtq63JXN911GA6oDjKa98zHch0r0U9OHyPeBq30WIbKlns9MW+K6hwFQBR1Ne+bDvQqT7KehDJJWI2VQi9m3gAt+1iGyJ6zKzhvmuoYCsAg6lvPIJ34VIzzDWat2VMIrGk98A/gIU+65FpLMM2ezcslPXRIwd7ruWkFuEu07+Pd+FSM9Riz6kgkV1Pgus812LSGdZIpEP7Pj3fdcRch8BByrkw09BH2KpROx+YCaw3HMpIp12c+awIt81hNhLwAGUV6Z8FyI9T0EfcqlE7BVgP+BD37WIdMYdmYOmWUuD7zpC6AHcmPwK34VI71DQF4BUIvYJsD+gBTAkb6yj78AVDJ7ju46QuR44jvJKDekVEAV9gUglYquAw4C7PJci0mH3ZPZXIHUPC5xPeeXplFemfRcjvUtBX0BSiVgt8AW0sI7kieszsyb5riEE1gEnUF5Z7rsQ8UOX1xWoaDz5UyAB6LagktPeKzv9w76mYQffdeSpFPBZ3Wa2sKlFX6BSidjFwClAve9aRNrzVHbnJb5ryFNPAHsr5EVBX8BSidgtwIHAPN+1iLTl2sxRI3zXkIf+glsIZ6XvQnqbMeaPxpjbjTFFLZ5PGGNO8VWXTwr6AhdcfrcH8KDvWkRa80J26tSMNVoLomMage9QXnmmr0l3xhljjJlujPmyMeaXxpibjTFvG2OeNsYc0IljTQuCe64x5vsd3O1xYLq1NtPi+d2AKR09d5hoeVQhlYitjsaTMeA84FfoDaDkFGPetVt/sLNJjfJdSY5bAXyhN28xa4zZG/g6MAwYC4wDGoBPgVLcbP/bgfeAG3FDhctaOc7gYP9tcIG8E24N/jnA68APgZoOlrUIeLvF8aPAROBkY8zZQBnwJ2ttY0dfaz7TZDzZSDSenAXcBGiNcckZXy567KWLSq6Z7ruOHPYscDLllfN786TGmAhwLDAEeAd411pbG3ztz8A+1to9O3Cc/XF333w5eOp3wEhrbZUx5kvAj6y1+3Swph2Ac621pzV77p+43o564GigH67Vv6hDLzTPqeUmG0klYg/huvJf9F2LSJN7MgfsZC11vuvIQVnc3Spn9HbIA1hrs9bae6y1N1hrX7XW1hpj9jLG/As4GfhGB4/znLX2JGvtJUAGuMNaWxV8+WTgwk6UlQZqjDGjjDERY8x+uEbtt4Gf4FrzxxVKyINa9NKGaDxZAvwG9x9Dl+CJd8+XffflsWb13r7ryCELga9QXvmk70KaM8YMBVYD51hrL+/C/vcCf7fW3mOM2Qe4ATgKWNrUW9DGfiOBA3BrhXweN1Z/FnAQbkhhANAH6Gut/V5n68pnatFLq1KJWGMqEfsZ7j/YJmNqIr3trswBbf6RL0B3AbvmWsgHfh98fLWzOwZj9fsADwdPzcaN0z8MvBIMFbS233eBO4BjgB2Av1prj7XWzrPW/staezEu5H8CPNPZuvKdgl7alUrEHgZ2BR7xXYsUthvTR2xvLYXeBVkHnEV55ecor1ztu5iWjDEn4u6YeS/BZG9jzC+MMUcbYzrSM3g68ALwD2PM9tbaM621J+B6CB6w1mZb28lae6W19iDcpL3JwCBjTGmzuqYDx+HWDrnKGHOrMWZqV19nvlHQy2alErFlwCwgjhv/Eul1ixkxtoY+hXyP+neB6ZRX/tl3Ia0JLpu7GNeqXg2UBF/6J25y3bvGmOPb2b8f8APgHFxg/zW4vG4SsDPwpw6U8WPcnTqnAfONMZONMbvglv0+3lp7MzAdmAq8Y4x53BhzVtDtH1oao5dOicaTuwPX4CbsifSqK0sue+LYohdn+q6jl1ngb8APKa/MyeELY8yewL+AE621bxpjrgNus9Y+EHx9IHAn7sZa51try1s5xoVAfdPXjDHjgbuBKuB5a+3PN1NDFLceyM+A3XHd/YcDewFnNE2+C8b9+we7WWABkLLWhrYRoxa9dEoqEXsd9474x3T8ulaRbnFd+qjRvmvoZR/j7h1/Rg6H/MHAH4GYtfbN4OkIG1r0BDPoj8ZNrDvPGDOgxTH2Aw4Ffttsn4W4W2vPAB7dTA1FwNXAac2eXolb638M8H1jTLkx5jLceiGPAl+11j5urf04zCEPCnrpglQilkklYn/ELWqhsXvpNa/YyVMyNlIIa9+ncd3gu1Be+YTnWtpkjPkqcAhwpLX2k2ZfGgEbXw5prW201s4Gvt/iGBOAPwBfbFrAxhgzxBjzd2BH3FDALcaY/2s+7t7CxcAfrLUvARPc6eyH1tobgArgIWttubX2HDa8mbiriy8772hlPOmyVCL2KXBkNJ48FbgE959bpEe9abf9aA/z8VjfdfSg14FvUF75mu9C2mOMGQ08aK1t7Y3XFKC6tf2stVc0O8ZU4KvA56y1y4NjnoxbHe8ua+2dwXZH4briTzPG/A43LFDdrI4/NKtjKhvfv+M5oPkY/DZB3f/t5EvOW2rRyxZLJWI34v5j/8t3LRJ+N6aP6Ou7hh5SB/wcN+Eup0MewFq7rI2QBzeu3mrQt/CxtfYn1trlzY55qbV2dlPIB8+/ius5WI1rVDxnjDnXGDOglToG4JbPbfIC8ENjzE3GmH8DnwM+6vALDQFNxpNuFY0njwT+invXLNLtymioe7/s9Kwx9PNdSzd6Cvgm5ZUf+i6kOxhjjgMeaW+Bmx4899eBd6y1LwSf9wN2Crr1C5KCXrpdNJ7sB/waNxZX1P7WIp33TNnZL403K8Ow9v0q4JfA1ZRX6o9xNzDGGKtg24iCXnpMNJ7cE/g77lIXkW7z/eL/PP394jsO8l3HFmjEXdt9PuWVFZ5rkZBT0EuPisaTxcB3cJe06Daj0i1GsWbFi2VnjTAmL+/DcC/w47B000vuU9BLr4jGkwNwq139CBjkuRwJgTllX39noKmd5ruOTpiDW/Tmf74LkcKiWffSK1KJWHUqEfs1MAm4FHdfaJEu+192j5W+a+igFbherd0V8uKDWvTiRTSenAicD5yKJuxJF+xi5n50T9l52/uuox0NwGXAbyivXOu7GClcCnrxKhpPTsWtVHW851IkD31c9pWFxSY73ncdLTQA/wAupLxyge9iRBT0khOi8eQ+QAJ3i0uRDrm99Pwnp0c+mOG7jkA97oZPCcorF/ouRqSJgl5ySjSenAVciC7Jkw44NvL8a1eWXuH7Top1uMtIL6K8cpHnWkQ2oaCXnBONJw3wReAnuFtMirSqhHTDh2Wn1RvDQA+nr8PdMe0iyisXezi/SIco6CWnRePJA3Ar7H0OTdqTVjxR+oPno5Fl+/XiKWvY0IIvhDvpSZ5T0EteCGbpfxf4BjDUczmSQ84quuuZn5TcfmAvnCqFW83uH5RXrumF84l0CwW95JVgHf3ZwNm4e1VLgRtG5apXy84YYkyP9fg8DlwO3EN5ZbaHziHSYxT0kpeCcfxZwDnBx3xcClW6yRtl33xriFm3SzcesgZ32+UrKK98uxuPK9LrFPSS96Lx5I64Fv5pQH/P5YgHFxX/7YkvFz85sxsONQ/XPX+NuuclLBT0EhrReHIobgz/q8AUz+VIL5pi5s19oOznk7q4ey1wN3Aj8BDllZnuq0zEPwW9hFI0ntwD+ApwEjDGcznSCz4sO3Veqcls3cHNLfAELtz/qyVqJcwU9BJq0XiyCDgcF/qfQ137oXVTyW+fPKDonc2tkvceLtxvorxyfi+UJeKdgl4KRjSe7A8cC5wAHAP081uRdKcjIy+/fnXppa2tqLgcuBW4gfLKV3u5LBHvFPRSkILQPwa3At8xqKWf94rIpD8uO3WdMQwG5gJ34cben9VlcVLIFPRS8IJr848GPgscBozzW5F0QRZ48aaS395yQNE7j+uSOJENFPQiLUTjycm4wD8UOAQY5rciacMK4CHgfuDhVCK2ynM9IjlJQS/Sjmg8GQF2w4X+YcBBqJvflxrgFdxKdfcDr6QSMXXJi2yGgl6kE6LxZAmwDxuCf1+g1GtR4WSBD4EXgseLwFupREzXuIt0koJeZAsE4/sHAvsBOwO7AJOAiM+68tAaXJi/SBDsqURMK9OJdAMFvUg3C8J/GhuCf5fg3yN81pVDGoB32dBafwH4MJWI6Y+RSA9Q0Iv0kmg8OZYN4d/0cQpQ5rOuHlKFu8Tt4+Dj3GafL9TYukjvUdCLeBSNJ4uBCcDYZo9xLT4fi+sNyLU79C1n0zD/GJibSsRW+CxMRDZQ0IvkgWAS4Bg2fQMwEugbPPoEj77NPhbj5gu0fJjgUQ1UduWRSsTSPfuqRaQ7KOhFRERCTDODRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJMQW9iIhIiCnoRUREQkxBLyIiEmIKehERkRBT0IuIiISYgl5ERCTEFPQiIiIhpqAXEREJsf8HTUIVWC6I9sEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['极差','不及格','及格']\n",
    "p1 = pd.cut(df1.男1000米跑分数,bins = 3,labels = labels).value_counts()\n",
    "display(p1)\n",
    "plt.figure(figsize=(9,9))\n",
    "plt.rcParams['font.family'] = 'Kaiti'\n",
    "_ = plt.pie(x = p1,labels=labels,textprops={'family':'Kaiti','fontsize':18},autopct='%0.2f%%')\n",
    "plt.title(label='     男1000米跑分数     ',fontsize = 32,pad = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '     男引体分数     ')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['差','一般','良好']\n",
    "p2 = pd.cut(df1.男引体分数,bins = 3,labels = labels).value_counts()\n",
    "plt.figure(figsize=(9,9))\n",
    "_ = plt.pie(x = p2,labels=labels,textprops={'family':'Kaiti','fontsize':18},autopct='%0.2f%%')\n",
    "plt.title(label='     男引体分数     ',fontsize = 32,pad = 30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "plt.hist(x = df2.女800米跑分数,bins = 4)\n",
    "plt.title(label='     女800米跑分数     ',fontsize = 32,pad = 30)\n",
    "plt.box(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "plt.hist(x = df2.女跳远分数,bins = 4)\n",
    "plt.title(label='     女跳远分数     ',fontsize = 32,pad = 30)\n",
    "plt.box(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "正常     338\n",
       "超重      61\n",
       "肥胖      52\n",
       "低体重     15\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "正常     449\n",
       "超重      82\n",
       "肥胖      44\n",
       "低体重     11\n",
       "Name: BMI, dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '     男女生体重指数     ')"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['低体重','正常','超重','肥胖']\n",
    "b1 = pd.cut(df1.BMI,bins = [0,16.5,22.8,25.3,40],labels = labels).value_counts()\n",
    "b2 = pd.cut(df2.BMI,bins = [0,16.5,22.8,25.3,40],labels = labels).value_counts()\n",
    "display(b1,b2)\n",
    "\n",
    "plt.figure(figsize=(9,9))\n",
    "plt.pie(b1,radius=1,autopct='%0.2f%%',\n",
    "        pctdistance=0.85,labels = labels,\n",
    "        wedgeprops = {'linewidth':5,'width':0.3,'edgecolor':'white'})\n",
    "plt.pie(b1,radius=0.7,autopct='%0.2f%%',\n",
    "        pctdistance=0.55,\n",
    "        wedgeprops = {'linewidth':5,'width':0.7,'edgecolor':'white'})\n",
    "\n",
    "plt.rcParams['font.size'] = 16\n",
    "plt.legend(labels,title = '健康状况')\n",
    "\n",
    "plt.title(label='     男女生体重指数     ',fontsize = 32,pad = 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
